Applied AI
Better decisions. Smarter workflows.
AI works when it’s built on solid foundations and integrated thoughtfully into existing systems. We work with teams to identify where intelligent features can solve real problems, validate ideas early, and build implementations that fit your product and platform – without adding fragility or technical debt.
With experience across product design, engineering, prototyping and LLM-based features, we build AI that fits how people work, integrates cleanly with your systems, and delivers dependable results.
We can help level-up your products
Design. Build. Ship.
We can help with
Governance, Ethics & Safety
Drawing on our audits and product engineering practice, we help you establish a governance model that makes AI safe to operate – setting clear guardrails, transparent oversight, and processes your teams can work with and scale over time.
Adoption & Ways of Working
We help teams find where AI can make a real difference, and build the workflows and habits to get lasting value from it. From identifying high-impact opportunities to embedding smarter ways of working, we help organisations move from curiosity to confidence.
Proof-of-Concept & Feasibility
We help teams validate whether an AI idea is viable, building proof-of-concepts that test real data, real workflows, and real constraints before you commit to full delivery.
Data & Annotation Pipelines
Drawing on our API platform experience, we build scalable, observable data flows – from ingestion and cleaning, to labelling and versioning.
We design AI features that fit existing workflows and mental models. From conversation patterns to progressive disclosure, we focus on making intelligent capabilities feel like a natural extension of your product, not a disruptive add-on.
Model Context & System Integration
We create the context and integration layers that connect models to your data and systems, making intelligent features accurate, observable, and ready to scale.
The right ideas + the right people make all the difference and Thinkmill ticks both boxes with the latest in design thinking combined with incredible people who care.
Michael Payne
CEO, AnywhereWorks
Shipped
Our experience
We’ve worked with teams across healthcare, fintech, and enterprise platforms to build AI features that solve specific problems – not chase trends. Our focus is on what’s feasible, practical, and valuable to implement.
We helped Enlitic design medical annotation software in the browser, to train machine learning models.
We partnered with Enlitic to design and develop a Medical Annotation Platform (MAP) to serve as the core part of Enlitic’s Machine Learning (ML) platform for diagnostic assistance and pathology detection.
Global Fintech scale-up
We partnered with a global fintech scale-up from the beginning to design the interaction models and foundations for their AI-assisted finance tools, giving businesses automated insights and decision support across their workflows.
AnywhereWorks
We built an MCP server for AnywhereWorks that links their design system documentation directly to Claude, making the system we developed with them accessible through natural language.
Australian Non-Profit
We built a conversational AI assistant for an Australian non-profit, giving their community a smarter way to navigate a growing body of sector knowledge – with full data sovereignty and responsible AI guardrails built in from the start.
Want AI that delivers real value?